When AI fails, people are quick to blame the technology.
A more useful frame is how to build infrastructure that runs AI safely and effectively. The takeaway is four key decisions to make before deploying your own AI.

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Every company in 2026 feels obligated to talk about AI.
But very few have actually reshaped how they operate.
Here are the Four I’s that reveal where a company is placing its AI bets, whether they know it or not.

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